{"id":"W3011844519","doi":"10.36834/cmej.69918","title":"Enabling and encouraging sleep deprivation among medical students","year":2020,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Sleep and related disorders","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sleep deprivation; Sleep (system call); Computer science; Data science; Psychology; Medical education; Medicine; Psychiatry; Operating system; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001838946,0.0003253258,0.0004005499,0.0006619927,0.000442868,0.0003453416,0.001156093,0.002709036,0.04750122],"category_scores_gemma":[0.04029095,0.0003099748,0.0001113735,0.0003629558,0.00027243,0.0001408435,0.0000730899,0.00565853,0.0002052794],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004535125,"about_ca_system_score_gemma":0.03861658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01526976,"about_ca_topic_score_gemma":0.01585249,"domain_scores_codex":[0.994047,0.0003352215,0.0007805304,0.0005277168,0.003651893,0.0006576157],"domain_scores_gemma":[0.9845241,0.0004222212,0.0003508479,0.000235631,0.000375657,0.01409151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009946885,0.00008926054,0.00288124,0.00001944587,0.0003628861,0.0003187189,0.00223331,4.011292e-7,5.068886e-8,0.00006051536,0.9051181,0.08890609],"study_design_scores_gemma":[0.001262824,0.00004427748,0.001461517,0.0005296189,0.000187583,0.0002111234,0.003292077,0.00005487023,8.622636e-8,0.0001618534,0.9924679,0.0003262737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007527026,0.00494444,0.0001003401,0.02340475,0.9586974,0.0002222477,0.00001018297,0.00003890085,0.005054705],"genre_scores_gemma":[0.01702272,0.002206511,0.0000460111,0.01645736,0.9626968,0.00004806298,0.0003106904,0.0001108695,0.001100979],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08857982,"threshold_uncertainty_score":0.9999352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006240536063654751,"score_gpt":0.3092341354318449,"score_spread":0.3029935993681901,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}